Given a machine learning problem, the first question many people ask is usually: what is the best classification/regression algorithm to solve it? However, there is no one-size-fits-all solution or free lunch. No one could know which algorithm will work the best before trying multiple methods and fine-tuning the optimal one. We will be looking into best practices around this in the following sections.